Overview

Brought to you by YData

Dataset statistics

Number of variables	46
Number of observations	5347
Missing cells	3815
Missing cells (%)	1.6%
Duplicate rows	209
Duplicate rows (%)	3.9%
Total size in memory	1.9 MiB
Average record size in memory	368.0 B

Variable types

Categorical	25
DateTime	1
Numeric	19
Text	1

Alerts

`status` has constant value "ACTIVO"	Constant
`status_2` has constant value "ACTIVO"	Constant
`clase_sop22` has constant value "J3"	Constant
`clas_sop32` has constant value "K1"	Constant
Dataset has 209 (3.9%) duplicate rows	Duplicates
`canal2` is highly overall correlated with `canal_sap2` and 12 other fields	High correlation
`canal_sap2` is highly overall correlated with `canal2` and 14 other fields	High correlation
`cantidad` is highly overall correlated with `clasificacion2` and 5 other fields	High correlation
`categoria2` is highly overall correlated with `canal2` and 16 other fields	High correlation
`categoria_22` is highly overall correlated with `canal2` and 16 other fields	High correlation
`centro_costo_cuenta_clave2` is highly overall correlated with `canal2` and 11 other fields	High correlation
`clase_sop2` is highly overall correlated with `canal2` and 16 other fields	High correlation
`clasificacion2` is highly overall correlated with `canal2` and 19 other fields	High correlation
`codigo_activo2` is highly overall correlated with `canal2` and 14 other fields	High correlation
`codigo_producto2` is highly overall correlated with `canal2` and 14 other fields	High correlation
`costo_total` is highly overall correlated with `cantidad` and 13 other fields	High correlation
`cuenta_clave2` is highly overall correlated with `canal2` and 11 other fields	High correlation
`descripcion_producto2` is highly overall correlated with `canal2` and 14 other fields	High correlation
`descripcion_tipo_factura2` is highly overall correlated with `id_tipo_factura2`	High correlation
`ee_comercio` is highly overall correlated with `imacec_comercio` and 2 other fields	High correlation
`es_festivo` is highly overall correlated with `tavg` and 1 other fields	High correlation
`estimado` is highly overall correlated with `canal2` and 19 other fields	High correlation
`grado2` is highly overall correlated with `canal2` and 16 other fields	High correlation
`icc` is highly overall correlated with `imce_comercio` and 2 other fields	High correlation
`id_tipo_factura2` is highly overall correlated with `clasificacion2` and 6 other fields	High correlation
`imacec_comercio` is highly overall correlated with `ee_comercio` and 6 other fields	High correlation
`imacec_general` is highly overall correlated with `ee_comercio` and 2 other fields	High correlation
`imacec_no_minero` is highly overall correlated with `ee_comercio` and 2 other fields	High correlation
`imce_comercio` is highly overall correlated with `icc` and 2 other fields	High correlation
`imce_general` is highly overall correlated with `icc` and 2 other fields	High correlation
`ine_alimentos` is highly overall correlated with `ine_supermercados`	High correlation
`ine_supermercados` is highly overall correlated with `ine_alimentos`	High correlation
`linea2` is highly overall correlated with `canal_sap2` and 17 other fields	High correlation
`marca2` is highly overall correlated with `canal2` and 16 other fields	High correlation
`pib` is highly overall correlated with `tavg` and 1 other fields	High correlation
`stock_disponible_total` is highly overall correlated with `clasificacion2` and 1 other fields	High correlation
`tavg` is highly overall correlated with `es_festivo` and 5 other fields	High correlation
`tipo_mat2` is highly overall correlated with `canal_sap2` and 16 other fields	High correlation
`tmax` is highly overall correlated with `es_festivo` and 4 other fields	High correlation
`tmin` is highly overall correlated with `imacec_comercio` and 3 other fields	High correlation
`tpm` is highly overall correlated with `icc` and 2 other fields	High correlation
`venta_total_neto` is highly overall correlated with `cantidad` and 10 other fields	High correlation
`wspd` is highly overall correlated with `imacec_comercio` and 4 other fields	High correlation
`codigo_producto2` is highly imbalanced (90.9%)	Imbalance
`id_tipo_factura2` is highly imbalanced (87.6%)	Imbalance
`descripcion_tipo_factura2` is highly imbalanced (60.3%)	Imbalance
`grado2` is highly imbalanced (85.4%)	Imbalance
`estimado` is highly imbalanced (70.6%)	Imbalance
`clase_sop2` is highly imbalanced (82.6%)	Imbalance
`descripcion_producto2` is highly imbalanced (91.0%)	Imbalance
`clasificacion2` is highly imbalanced (70.6%)	Imbalance
`linea2` is highly imbalanced (78.6%)	Imbalance
`categoria2` is highly imbalanced (82.3%)	Imbalance
`marca2` is highly imbalanced (82.3%)	Imbalance
`categoria_22` is highly imbalanced (85.4%)	Imbalance
`codigo_activo2` is highly imbalanced (90.9%)	Imbalance
`tipo_mat2` is highly imbalanced (79.5%)	Imbalance
`cyber_monday` is highly imbalanced (96.3%)	Imbalance
`black_friday` is highly imbalanced (96.3%)	Imbalance
`es_festivo` is highly imbalanced (67.7%)	Imbalance
`descripcion_tipo_factura2` has 650 (12.2%) missing values	Missing
`numero_documento2` has 2533 (47.4%) missing values	Missing
`clase_sop22` has 277 (5.2%) missing values	Missing
`clas_sop32` has 277 (5.2%) missing values	Missing
`stock_disponible_total` has 5235 (97.9%) zeros	Zeros
`cantidad` has 2563 (47.9%) zeros	Zeros
`venta_total_neto` has 2535 (47.4%) zeros	Zeros
`costo_total` has 2565 (48.0%) zeros	Zeros

Reproduction

Analysis started	2024-12-11 01:06:31.456725
Analysis finished	2024-12-11 01:06:51.377654
Duration	19.92 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

codigo_producto2
Categorical

High correlation Imbalance

Distinct	30
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

A334	5070
A183	116
A344	58
A437	18
A363	18
Other values (25)	67

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	21388
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19 ?
Unique (%)	0.4%

Sample

1st row	A183
2nd row	A183
3rd row	A183
4th row	A183
5th row	A183

Common Values

Value	Count	Frequency (%)
A334	5070	94.8%
A183	116	2.2%
A344	58	1.1%
A437	18	0.3%
A363	18	0.3%
A361	15	0.3%
A362	14	0.3%
A448	9	0.2%
A430	5	0.1%
A432	3	0.1%
Other values (20)	21	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a334	5070	94.8%
a183	116	2.2%
a344	58	1.1%
a437	18	0.3%
a363	18	0.3%
a361	15	0.3%
a362	14	0.3%
a448	9	0.2%
a430	5	0.1%
a432	3	0.1%
Other values (20)	21	0.4%

Most occurring characters

Value	Count	Frequency (%)
3	10413	48.7%
A	5347	25.0%
4	5246	24.5%
1	139	0.6%
8	129	0.6%
6	50	0.2%
2	24	0.1%
7	21	0.1%
0	13	0.1%
5	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21388	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	10413	48.7%
A	5347	25.0%
4	5246	24.5%
1	139	0.6%
8	129	0.6%
6	50	0.2%
2	24	0.1%
7	21	0.1%
0	13	0.1%
5	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21388	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	10413	48.7%
A	5347	25.0%
4	5246	24.5%
1	139	0.6%
8	129	0.6%
6	50	0.2%
2	24	0.1%
7	21	0.1%
0	13	0.1%
5	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21388	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	10413	48.7%
A	5347	25.0%
4	5246	24.5%
1	139	0.6%
8	129	0.6%
6	50	0.2%
2	24	0.1%
7	21	0.1%
0	13	0.1%
5	6	< 0.1%

fecha
Date

Distinct	543
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

Minimum	2021-02-01 00:00:00
Maximum	2024-06-19 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

stock_disponible_total
Real number (ℝ)

High correlation Zeros

Distinct	49
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5636621.4

Minimum	0
Maximum	7.44562 × 10⁸
Zeros	5235
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7.44562 × 10⁸
Range	7.44562 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	45441388
Coefficient of variation (CV)	8.061813
Kurtosis	90.326389
Mean	5636621.4
Median Absolute Deviation (MAD)	0
Skewness	9.1185688
Sum	3.0139015 × 10¹⁰
Variance	2.0649197 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0	5235	97.9%
10395000	10	0.2%
364305000	10	0.2%
212977000	7	0.1%
539750000	6	0.1%
535628320	5	0.1%
78467000	5	0.1%
16531000	3	0.1%
26210000	2	< 0.1%
236054000	2	< 0.1%
Other values (39)	62	1.2%

Value	Count	Frequency (%)
0	5235	97.9%
295300	1	< 0.1%
10395000	10	0.2%
10539000	1	< 0.1%
14173000	1	< 0.1%
16531000	3	0.1%
26210000	2	< 0.1%
78467000	5	0.1%
138006000	1	< 0.1%
149141000	1	< 0.1%

Value	Count	Frequency (%)
744562000	1	< 0.1%
539750000	6	0.1%
535628320	5	0.1%
525718000	2	< 0.1%
477361000	2	< 0.1%
475624000	2	< 0.1%
446090000	2	< 0.1%
436110680	1	< 0.1%
392507000	2	< 0.1%
384186000	2	< 0.1%

cantidad
Real number (ℝ)

High correlation Zeros

Distinct	274
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	922695.97

Minimum	-30960000
Maximum	30960000
Zeros	2563
Zeros (%)	47.9%
Negative	156
Negative (%)	2.9%
Memory size	41.9 KiB

Quantile statistics

Minimum	-30960000
5-th percentile	0
Q1	0
median	0
Q3	150000
95-th percentile	2000000
Maximum	30960000
Range	61920000
Interquartile range (IQR)	150000

Descriptive statistics

Standard deviation	4841929.6
Coefficient of variation (CV)	5.2475894
Kurtosis	27.398553
Mean	922695.97
Median Absolute Deviation (MAD)	10000
Skewness	4.4989082
Sum	4.9336554 × 10⁹
Variance	2.3444282 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2563	47.9%
100000	418	7.8%
200000	310	5.8%
50000	259	4.8%
300000	160	3.0%
150000	155	2.9%
20000	145	2.7%
1000000	144	2.7%
30000	126	2.4%
500000	92	1.7%
Other values (264)	975	18.2%

Value	Count	Frequency (%)
-30960000	1	< 0.1%
-28830000	2	< 0.1%
-28660000	1	< 0.1%
-28590000	1	< 0.1%
-28000000	3	0.1%
-27740000	1	< 0.1%
-26000000	1	< 0.1%
-25010000	1	< 0.1%
-10000000	1	< 0.1%
-3300000	1	< 0.1%

Value	Count	Frequency (%)
30960000	1	< 0.1%
30120000	1	< 0.1%
29550000	1	< 0.1%
29530000	1	< 0.1%
29510000	1	< 0.1%
29420000	1	< 0.1%
29320000	1	< 0.1%
29290000	1	< 0.1%
29250000	1	< 0.1%
29210000	2	< 0.1%

venta_total_neto
Real number (ℝ)

High correlation Zeros

Distinct	565
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2164804 × 10¹⁹

Minimum	-1.123848 × 10²¹
Maximum	1.6704 × 10²¹
Zeros	2535
Zeros (%)	47.4%
Negative	179
Negative (%)	3.3%
Memory size	41.9 KiB

Quantile statistics

Minimum	-1.123848 × 10²¹
5-th percentile	0
Q1	0
median	0
Q3	1.29525 × 10¹⁹
95-th percentile	1.758 × 10²⁰
Maximum	1.6704 × 10²¹
Range	2.794248 × 10²¹
Interquartile range (IQR)	1.29525 × 10¹⁹

Descriptive statistics

Standard deviation	1.7748422 × 10²⁰
Coefficient of variation (CV)	4.2092979
Kurtosis	27.371124
Mean	4.2164804 × 10¹⁹
Median Absolute Deviation (MAD)	1.025 × 10¹⁸
Skewness	4.3535181
Sum	2.254552 × 10²³
Variance	3.1500649 × 10⁴⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2535	47.4%
8.64 × 10¹⁸	225	4.2%
1.728 × 10¹⁹	147	2.7%
4.32 × 10¹⁸	131	2.4%
1.025 × 10¹⁹	109	2.0%
2.05 × 10¹⁹	93	1.7%
1.296 × 10¹⁹	70	1.3%
1.728 × 10¹⁸	66	1.2%
5.125 × 10¹⁸	66	1.2%
2.592 × 10¹⁹	65	1.2%
Other values (555)	1840	34.4%

Value	Count	Frequency (%)
-1.123848 × 10²¹	1	< 0.1%
-9.8022 × 10²⁰	2	< 0.1%
-9.7444 × 10²⁰	1	< 0.1%
-9.7206 × 10²⁰	1	< 0.1%
-9.62 × 10²⁰	1	< 0.1%
-9.52 × 10²⁰	3	0.1%
-9.4316 × 10²⁰	1	< 0.1%
-8.5034 × 10²⁰	1	< 0.1%
-6.105 × 10²⁰	1	< 0.1%
-3.5 × 10²⁰	1	< 0.1%

Value	Count	Frequency (%)
1.6704 × 10²¹	1	< 0.1%
1.669008 × 10²¹	1	< 0.1%
1.66054 × 10²¹	1	< 0.1%
1.6416 × 10²¹	4	0.1%
1.4196 × 10²¹	1	< 0.1%
1.2768 × 10²¹	1	< 0.1%
1.123848 × 10²¹	1	< 0.1%
1.118 × 10²¹	1	< 0.1%
1.108416 × 10²¹	1	< 0.1%
1.082367 × 10²¹	1	< 0.1%

costo_total
Real number (ℝ)

High correlation Zeros

Distinct	819
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0150122 × 10¹⁹

Minimum	-1.3390649 × 10²¹
Maximum	3.1154839 × 10²¹
Zeros	2565
Zeros (%)	48.0%
Negative	161
Negative (%)	3.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	-1.3390649 × 10²¹
5-th percentile	0
Q1	0
median	0
Q3	9.3460982 × 10¹⁸
95-th percentile	1.3548299 × 10²⁰
Maximum	3.1154839 × 10²¹
Range	4.4545488 × 10²¹
Interquartile range (IQR)	9.3460982 × 10¹⁸

Descriptive statistics

Standard deviation	1.4473495 × 10²⁰
Coefficient of variation (CV)	4.8004765
Kurtosis	100.62245
Mean	3.0150122 × 10¹⁹
Median Absolute Deviation (MAD)	6.9130289 × 10¹⁷
Skewness	7.3006018
Sum	1.612127 × 10²³
Variance	2.0948207 × 10⁴⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2565	48.0%
5.961039062 × 10¹⁸	34	0.6%
6.378937135 × 10¹⁸	32	0.6%
5.968851689 × 10¹⁸	27	0.5%
7.521857033 × 10¹⁸	24	0.4%
6.10924174 × 10¹⁸	24	0.4%
6.361829068 × 10¹⁸	23	0.4%
6.361219111 × 10¹⁸	23	0.4%
6.362481535 × 10¹⁸	22	0.4%
1.192207812 × 10¹⁹	22	0.4%
Other values (809)	2551	47.7%

Value	Count	Frequency (%)
-1.339064949 × 10²¹	1	< 0.1%
-1.193064 × 10²¹	1	< 0.1%
-1.01752 × 10²¹	2	< 0.1%
-1.0158413 × 10²¹	1	< 0.1%
-6.211670629 × 10²⁰	1	< 0.1%
-5.982173952 × 10²⁰	1	< 0.1%
-5.768343021 × 10²⁰	1	< 0.1%
-5.372641293 × 10²⁰	1	< 0.1%
-5.264553012 × 10²⁰	1	< 0.1%
-4.487892728 × 10²⁰	1	< 0.1%

Value	Count	Frequency (%)
3.1154839 × 10²¹	1	< 0.1%
1.96401373 × 10²¹	5	0.1%
1.962376678 × 10²¹	1	< 0.1%
1.952420222 × 10²¹	1	< 0.1%
1.4882601 × 10²¹	1	< 0.1%
1.3419492 × 10²¹	1	< 0.1%
1.339064949 × 10²¹	2	< 0.1%
1.2944182 × 10²¹	1	< 0.1%
1.239579083 × 10²¹	1	< 0.1%
1.193063973 × 10²¹	1	< 0.1%

id_tipo_factura2
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Memory size	41.9 KiB

B1	5058
B5	145
B24	83
B8	16
B25	14
Other values (5)	30

Length

Max length	3
Median length	2
Mean length	2.0183315
Min length	2

Characters and Unicode

Total characters	10790
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	B1
2nd row	B24
3rd row	B24
4th row	B24
5th row	B24

Common Values

Value	Count	Frequency (%)
B1	5058	94.6%
B5	145	2.7%
B24	83	1.6%
B8	16	0.3%
B25	14	0.3%
B6	11	0.2%
B4	7	0.1%
B7	6	0.1%
B9	5	0.1%
B33	1	< 0.1%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b1	5058	94.6%
b5	145	2.7%
b24	83	1.6%
b8	16	0.3%
b25	14	0.3%
b6	11	0.2%
b4	7	0.1%
b7	6	0.1%
b9	5	0.1%
b33	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
B	5346	49.5%
1	5058	46.9%
5	159	1.5%
2	97	0.9%
4	90	0.8%
8	16	0.1%
6	11	0.1%
7	6	0.1%
9	5	< 0.1%
3	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10790	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	5346	49.5%
1	5058	46.9%
5	159	1.5%
2	97	0.9%
4	90	0.8%
8	16	0.1%
6	11	0.1%
7	6	0.1%
9	5	< 0.1%
3	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10790	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	5346	49.5%
1	5058	46.9%
5	159	1.5%
2	97	0.9%
4	90	0.8%
8	16	0.1%
6	11	0.1%
7	6	0.1%
9	5	< 0.1%
3	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10790	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	5346	49.5%
1	5058	46.9%
5	159	1.5%
2	97	0.9%
4	90	0.8%
8	16	0.1%
6	11	0.1%
7	6	0.1%
9	5	< 0.1%
3	2	< 0.1%

descripcion_tipo_factura2
Categorical

High correlation Imbalance Missing

Distinct	10
Distinct (%)	0.2%
Missing	650
Missing (%)	12.2%
Memory size	41.9 KiB

C2	2382
C1	2090
C4	138
C6	30
C10	14
Other values (5)	43

Length

Max length	3
Median length	2
Mean length	2.0083032
Min length	2

Characters and Unicode

Total characters	9433
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C1
2nd row	C1
3rd row	C1
4th row	C1
5th row	C1

Common Values

Value	Count	Frequency (%)
C2	2382	44.5%
C1	2090	39.1%
C4	138	2.6%
C6	30	0.6%
C10	14	0.3%
C20	14	0.3%
C7	11	0.2%
C3	7	0.1%
C12	6	0.1%
C11	5	0.1%
(Missing)	650	12.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c2	2382	50.7%
c1	2090	44.5%
c4	138	2.9%
c6	30	0.6%
c10	14	0.3%
c20	14	0.3%
c7	11	0.2%
c3	7	0.1%
c12	6	0.1%
c11	5	0.1%

Most occurring characters

Value	Count	Frequency (%)
C	4697	49.8%
2	2402	25.5%
1	2120	22.5%
4	138	1.5%
6	30	0.3%
0	28	0.3%
7	11	0.1%
3	7	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9433	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	4697	49.8%
2	2402	25.5%
1	2120	22.5%
4	138	1.5%
6	30	0.3%
0	28	0.3%
7	11	0.1%
3	7	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9433	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	4697	49.8%
2	2402	25.5%
1	2120	22.5%
4	138	1.5%
6	30	0.3%
0	28	0.3%
7	11	0.1%
3	7	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9433	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	4697	49.8%
2	2402	25.5%
1	2120	22.5%
4	138	1.5%
6	30	0.3%
0	28	0.3%
7	11	0.1%
3	7	0.1%

numero_documento2
Text

Missing

Distinct	1960
Distinct (%)	69.7%
Missing	2533
Missing (%)	47.4%
Memory size	41.9 KiB

Length

Max length	7
Median length	7
Mean length	5.2391613
Min length	1

Characters and Unicode

Total characters	14743
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1947 ?
Unique (%)	69.2%

Sample

1st row	D1
2nd row	D204015
3rd row	D204016
4th row	D204058
5th row	D204060

Value	Count	Frequency (%)
1	825	29.3%
d168329	8	0.3%
d213567	7	0.2%
d216837	6	0.2%
d216831	3	0.1%
d193631	3	0.1%
d213743	3	0.1%
d248380	2	0.1%
d242133	2	0.1%
d224845	2	0.1%
Other values (1950)	1953	69.4%

Most occurring characters

Value	Count	Frequency (%)
2	2996	20.3%
1	2000	13.6%
D	1989	13.5%
3	1223	8.3%
4	1213	8.2%
5	1107	7.5%
0	999	6.8%
7	892	6.1%
6	844	5.7%
9	751	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14743	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2996	20.3%
1	2000	13.6%
D	1989	13.5%
3	1223	8.3%
4	1213	8.2%
5	1107	7.5%
0	999	6.8%
7	892	6.1%
6	844	5.7%
9	751	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14743	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2996	20.3%
1	2000	13.6%
D	1989	13.5%
3	1223	8.3%
4	1213	8.2%
5	1107	7.5%
0	999	6.8%
7	892	6.1%
6	844	5.7%
9	751	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14743	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2996	20.3%
1	2000	13.6%
D	1989	13.5%
3	1223	8.3%
4	1213	8.2%
5	1107	7.5%
0	999	6.8%
7	892	6.1%
6	844	5.7%
9	751	5.1%

cuenta_clave2
Categorical

High correlation

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

I1	3307
I2	817
I6	705
I4	220
I18	112
Other values (6)	186

Length

Max length	3
Median length	2
Mean length	2.0389003
Min length	2

Characters and Unicode

Total characters	10902
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	I18
2nd row	I4
3rd row	I4
4th row	I4
5th row	I4

Common Values

Value	Count	Frequency (%)
I1	3307	61.8%
I2	817	15.3%
I6	705	13.2%
I4	220	4.1%
I18	112	2.1%
I5	90	1.7%
I19	77	1.4%
I21	13	0.2%
I14	4	0.1%
I22	1	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
i1	3307	61.8%
i2	817	15.3%
i6	705	13.2%
i4	220	4.1%
i18	112	2.1%
i5	90	1.7%
i19	77	1.4%
i21	13	0.2%
i14	4	0.1%
i22	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
I	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10902	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10902	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10902	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

centro_costo_cuenta_clave2
Categorical

High correlation

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

J1	3307
J2	817
J6	705
J4	220
J18	112
Other values (6)	186

Length

Max length	3
Median length	2
Mean length	2.0389003
Min length	2

Characters and Unicode

Total characters	10902
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	J18
2nd row	J4
3rd row	J4
4th row	J4
5th row	J4

Common Values

Value	Count	Frequency (%)
J1	3307	61.8%
J2	817	15.3%
J6	705	13.2%
J4	220	4.1%
J18	112	2.1%
J5	90	1.7%
J19	77	1.4%
J21	13	0.2%
J14	4	0.1%
J22	1	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
j1	3307	61.8%
j2	817	15.3%
j6	705	13.2%
j4	220	4.1%
j18	112	2.1%
j5	90	1.7%
j19	77	1.4%
j21	13	0.2%
j14	4	0.1%
j22	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
J	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10902	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
J	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10902	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
J	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10902	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
J	5347	49.0%
1	3514	32.2%
2	832	7.6%
6	705	6.5%
4	224	2.1%
8	112	1.0%
5	90	0.8%
9	77	0.7%
0	1	< 0.1%

grado2
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

K39	5070
K25	180
K31	29
K50	29
K32	22

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	16041
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	K25
2nd row	K25
3rd row	K25
4th row	K25
5th row	K25

Common Values

Value	Count	Frequency (%)
K39	5070	94.8%
K25	180	3.4%
K31	29	0.5%
K50	29	0.5%
K32	22	0.4%
K29	17	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
k39	5070	94.8%
k25	180	3.4%
k31	29	0.5%
k50	29	0.5%
k32	22	0.4%
k29	17	0.3%

Most occurring characters

Value	Count	Frequency (%)
K	5347	33.3%
3	5121	31.9%
9	5087	31.7%
2	219	1.4%
5	209	1.3%
1	29	0.2%
0	29	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16041	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
K	5347	33.3%
3	5121	31.9%
9	5087	31.7%
2	219	1.4%
5	209	1.3%
1	29	0.2%
0	29	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16041	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
K	5347	33.3%
3	5121	31.9%
9	5087	31.7%
2	219	1.4%
5	209	1.3%
1	29	0.2%
0	29	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16041	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
K	5347	33.3%
3	5121	31.9%
9	5087	31.7%
2	219	1.4%
5	209	1.3%
1	29	0.2%
0	29	0.2%

canal2
Categorical

High correlation

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

L1	3392
L2	1849
L3	106

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10694
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	L3
2nd row	L2
3rd row	L2
4th row	L2
5th row	L2

Common Values

Value	Count	Frequency (%)
L1	3392	63.4%
L2	1849	34.6%
L3	106	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
l1	3392	63.4%
l2	1849	34.6%
l3	106	2.0%

Most occurring characters

Value	Count	Frequency (%)
L	5347	50.0%
1	3392	31.7%
2	1849	17.3%
3	106	1.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	5347	50.0%
1	3392	31.7%
2	1849	17.3%
3	106	1.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	5347	50.0%
1	3392	31.7%
2	1849	17.3%
3	106	1.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	5347	50.0%
1	3392	31.7%
2	1849	17.3%
3	106	1.0%

canal_sap2
Categorical

High correlation

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

M1	3392
M2	1271
M4	361
M7	134
M5	106

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10694
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M5
2nd row	M7
3rd row	M7
4th row	M7
5th row	M7

Common Values

Value	Count	Frequency (%)
M1	3392	63.4%
M2	1271	23.8%
M4	361	6.8%
M7	134	2.5%
M5	106	2.0%
M3	83	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m1	3392	63.4%
m2	1271	23.8%
m4	361	6.8%
m7	134	2.5%
m5	106	2.0%
m3	83	1.6%

Most occurring characters

Value	Count	Frequency (%)
M	5347	50.0%
1	3392	31.7%
2	1271	11.9%
4	361	3.4%
7	134	1.3%
5	106	1.0%
3	83	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	5347	50.0%
1	3392	31.7%
2	1271	11.9%
4	361	3.4%
7	134	1.3%
5	106	1.0%
3	83	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	5347	50.0%
1	3392	31.7%
2	1271	11.9%
4	361	3.4%
7	134	1.3%
5	106	1.0%
3	83	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	5347	50.0%
1	3392	31.7%
2	1271	11.9%
4	361	3.4%
7	134	1.3%
5	106	1.0%
3	83	0.8%

status
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

ACTIVO	5347

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	32082
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ACTIVO
2nd row	ACTIVO
3rd row	ACTIVO
4th row	ACTIVO
5th row	ACTIVO

Common Values

Value	Count	Frequency (%)
ACTIVO	5347	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
activo	5347	100.0%

Most occurring characters

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32082	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32082	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32082	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

status_2
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

ACTIVO	5347

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	32082
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ACTIVO
2nd row	ACTIVO
3rd row	ACTIVO
4th row	ACTIVO
5th row	ACTIVO

Common Values

Value	Count	Frequency (%)
ACTIVO	5347	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
activo	5347	100.0%

Most occurring characters

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32082	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32082	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32082	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	5347	16.7%
C	5347	16.7%
T	5347	16.7%
I	5347	16.7%
V	5347	16.7%
O	5347	16.7%

estimado
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

OK	5070
NO	277

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10694
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	NO
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
OK	5070	94.8%
NO	277	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ok	5070	94.8%
no	277	5.2%

Most occurring characters

Value	Count	Frequency (%)
O	5347	50.0%
K	5070	47.4%
N	277	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
O	5347	50.0%
K	5070	47.4%
N	277	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
O	5347	50.0%
K	5070	47.4%
N	277	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
O	5347	50.0%
K	5070	47.4%
N	277	2.6%

clase_sop2
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.1%
Missing	5
Missing (%)	0.1%
Memory size	41.9 KiB

I13	5070
I1	179
I6	77
I2	16

Length

Max length	3
Median length	3
Mean length	2.9490827
Min length	2

Characters and Unicode

Total characters	15754
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	I1
2nd row	I1
3rd row	I1
4th row	I1
5th row	I1

Common Values

Value	Count	Frequency (%)
I13	5070	94.8%
I1	179	3.3%
I6	77	1.4%
I2	16	0.3%
(Missing)	5	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
i13	5070	94.9%
i1	179	3.4%
i6	77	1.4%
i2	16	0.3%

Most occurring characters

Value	Count	Frequency (%)
I	5342	33.9%
1	5249	33.3%
3	5070	32.2%
6	77	0.5%
2	16	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15754	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	5342	33.9%
1	5249	33.3%
3	5070	32.2%
6	77	0.5%
2	16	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15754	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	5342	33.9%
1	5249	33.3%
3	5070	32.2%
6	77	0.5%
2	16	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15754	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	5342	33.9%
1	5249	33.3%
3	5070	32.2%
6	77	0.5%
2	16	0.1%

descripcion_producto2
Categorical

High correlation Imbalance

Distinct	29
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

A384	5070
A33	121
A108	58
A432	18
A146	18
Other values (24)	62

Length

Max length	4
Median length	4
Mean length	3.9747522
Min length	3

Characters and Unicode

Total characters	21253
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19 ?
Unique (%)	0.4%

Sample

1st row	A33
2nd row	A33
3rd row	A33
4th row	A33
5th row	A33

Common Values

Value	Count	Frequency (%)
A384	5070	94.8%
A33	121	2.3%
A108	58	1.1%
A432	18	0.3%
A146	18	0.3%
A143	15	0.3%
A144	14	0.3%
A443	9	0.2%
A128	3	0.1%
A64	2	< 0.1%
Other values (19)	19	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a384	5070	94.8%
a33	121	2.3%
a108	58	1.1%
a432	18	0.3%
a146	18	0.3%
a143	15	0.3%
a144	14	0.3%
a443	9	0.2%
a128	3	0.1%
a64	2	< 0.1%
Other values (19)	19	0.4%

Most occurring characters

Value	Count	Frequency (%)
3	5357	25.2%
A	5347	25.2%
4	5178	24.4%
8	5131	24.1%
1	118	0.6%
0	62	0.3%
2	25	0.1%
6	23	0.1%
9	8	< 0.1%
5	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21253	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	5357	25.2%
A	5347	25.2%
4	5178	24.4%
8	5131	24.1%
1	118	0.6%
0	62	0.3%
2	25	0.1%
6	23	0.1%
9	8	< 0.1%
5	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21253	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	5357	25.2%
A	5347	25.2%
4	5178	24.4%
8	5131	24.1%
1	118	0.6%
0	62	0.3%
2	25	0.1%
6	23	0.1%
9	8	< 0.1%
5	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21253	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	5357	25.2%
A	5347	25.2%
4	5178	24.4%
8	5131	24.1%
1	118	0.6%
0	62	0.3%
2	25	0.1%
6	23	0.1%
9	8	< 0.1%
5	3	< 0.1%

clasificacion2
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

B2	5070
B1	277

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10694
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B1
2nd row	B1
3rd row	B1
4th row	B1
5th row	B1

Common Values

Value	Count	Frequency (%)
B2	5070	94.8%
B1	277	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b2	5070	94.8%
b1	277	5.2%

Most occurring characters

Value	Count	Frequency (%)
B	5347	50.0%
2	5070	47.4%
1	277	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	5347	50.0%
2	5070	47.4%
1	277	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	5347	50.0%
2	5070	47.4%
1	277	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	5347	50.0%
2	5070	47.4%
1	277	2.6%

linea2
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

C9	5070
C1	196
C2	81

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10694
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C1
2nd row	C1
3rd row	C1
4th row	C1
5th row	C1

Common Values

Value	Count	Frequency (%)
C9	5070	94.8%
C1	196	3.7%
C2	81	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c9	5070	94.8%
c1	196	3.7%
c2	81	1.5%

Most occurring characters

Value	Count	Frequency (%)
C	5347	50.0%
9	5070	47.4%
1	196	1.8%
2	81	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
C	5347	50.0%
9	5070	47.4%
1	196	1.8%
2	81	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
C	5347	50.0%
9	5070	47.4%
1	196	1.8%
2	81	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
C	5347	50.0%
9	5070	47.4%
1	196	1.8%
2	81	0.8%

categoria2
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

D21	5070
D1	180
D6	81
D2	16

Length

Max length	3
Median length	3
Mean length	2.9481952
Min length	2

Characters and Unicode

Total characters	15764
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	D1
2nd row	D1
3rd row	D1
4th row	D1
5th row	D1

Common Values

Value	Count	Frequency (%)
D21	5070	94.8%
D1	180	3.4%
D6	81	1.5%
D2	16	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
d21	5070	94.8%
d1	180	3.4%
d6	81	1.5%
d2	16	0.3%

Most occurring characters

Value	Count	Frequency (%)
D	5347	33.9%
1	5250	33.3%
2	5086	32.3%
6	81	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	5347	33.9%
1	5250	33.3%
2	5086	32.3%
6	81	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	5347	33.9%
1	5250	33.3%
2	5086	32.3%
6	81	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	5347	33.9%
1	5250	33.3%
2	5086	32.3%
6	81	0.5%

marca2
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

E10	5070
E1	180
E6	81
E2	16

Length

Max length	3
Median length	3
Mean length	2.9481952
Min length	2

Characters and Unicode

Total characters	15764
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	E1
2nd row	E1
3rd row	E1
4th row	E1
5th row	E1

Common Values

Value	Count	Frequency (%)
E10	5070	94.8%
E1	180	3.4%
E6	81	1.5%
E2	16	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e10	5070	94.8%
e1	180	3.4%
e6	81	1.5%
e2	16	0.3%

Most occurring characters

Value	Count	Frequency (%)
E	5347	33.9%
1	5250	33.3%
0	5070	32.2%
6	81	0.5%
2	16	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	5347	33.9%
1	5250	33.3%
0	5070	32.2%
6	81	0.5%
2	16	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	5347	33.9%
1	5250	33.3%
0	5070	32.2%
6	81	0.5%
2	16	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	5347	33.9%
1	5250	33.3%
0	5070	32.2%
6	81	0.5%
2	16	0.1%

categoria_22
Categorical

High correlation Imbalance

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

F41	5070
F1	180
F10	29
F11	29
F9	22

Length

Max length	3
Median length	3
Mean length	2.9590425
Min length	2

Characters and Unicode

Total characters	15822
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F1
2nd row	F1
3rd row	F1
4th row	F1
5th row	F1

Common Values

Value	Count	Frequency (%)
F41	5070	94.8%
F1	180	3.4%
F10	29	0.5%
F11	29	0.5%
F9	22	0.4%
F4	17	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f41	5070	94.8%
f1	180	3.4%
f10	29	0.5%
f11	29	0.5%
f9	22	0.4%
f4	17	0.3%

Most occurring characters

Value	Count	Frequency (%)
F	5347	33.8%
1	5337	33.7%
4	5087	32.2%
0	29	0.2%
9	22	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15822	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
F	5347	33.8%
1	5337	33.7%
4	5087	32.2%
0	29	0.2%
9	22	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15822	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
F	5347	33.8%
1	5337	33.7%
4	5087	32.2%
0	29	0.2%
9	22	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15822	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
F	5347	33.8%
1	5337	33.7%
4	5087	32.2%
0	29	0.2%
9	22	0.1%

codigo_activo2
Categorical

High correlation Imbalance

Distinct	28
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

G361	5070
G29	122
G101	58
G403	18
G136	18
Other values (23)	61

Length

Max length	4
Median length	4
Mean length	3.9741911
Min length	3

Characters and Unicode

Total characters	21250
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	18 ?
Unique (%)	0.3%

Sample

1st row	G29
2nd row	G29
3rd row	G29
4th row	G29
5th row	G29

Common Values

Value	Count	Frequency (%)
G361	5070	94.8%
G29	122	2.3%
G101	58	1.1%
G403	18	0.3%
G136	18	0.3%
G133	15	0.3%
G134	14	0.3%
G414	9	0.2%
G118	3	0.1%
G58	2	< 0.1%
Other values (18)	18	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
g361	5070	94.8%
g29	122	2.3%
g101	58	1.1%
g403	18	0.3%
g136	18	0.3%
g133	15	0.3%
g134	14	0.3%
g414	9	0.2%
g118	3	0.1%
g58	2	< 0.1%
Other values (18)	18	0.3%

Most occurring characters

Value	Count	Frequency (%)
G	5347	25.2%
1	5257	24.7%
3	5155	24.3%
6	5090	24.0%
9	126	0.6%
2	123	0.6%
0	77	0.4%
4	55	0.3%
8	12	0.1%
5	7	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21250	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	5347	25.2%
1	5257	24.7%
3	5155	24.3%
6	5090	24.0%
9	126	0.6%
2	123	0.6%
0	77	0.4%
4	55	0.3%
8	12	0.1%
5	7	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21250	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	5347	25.2%
1	5257	24.7%
3	5155	24.3%
6	5090	24.0%
9	126	0.6%
2	123	0.6%
0	77	0.4%
4	55	0.3%
8	12	0.1%
5	7	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21250	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	5347	25.2%
1	5257	24.7%
3	5155	24.3%
6	5090	24.0%
9	126	0.6%
2	123	0.6%
0	77	0.4%
4	55	0.3%
8	12	0.1%
5	7	< 0.1%

tipo_mat2
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	41.9 KiB

H3	5070
H1	237
H2	40

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10694
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	H1
2nd row	H1
3rd row	H1
4th row	H1
5th row	H1

Common Values

Value	Count	Frequency (%)
H3	5070	94.8%
H1	237	4.4%
H2	40	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
h3	5070	94.8%
h1	237	4.4%
h2	40	0.7%

Most occurring characters

Value	Count	Frequency (%)
H	5347	50.0%
3	5070	47.4%
1	237	2.2%
2	40	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
H	5347	50.0%
3	5070	47.4%
1	237	2.2%
2	40	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
H	5347	50.0%
3	5070	47.4%
1	237	2.2%
2	40	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10694	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
H	5347	50.0%
3	5070	47.4%
1	237	2.2%
2	40	0.4%

clase_sop22
Categorical

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	277
Missing (%)	5.2%
Memory size	41.9 KiB

J3	5070

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10140
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	J3
2nd row	J3
3rd row	J3
4th row	J3
5th row	J3

Common Values

Value	Count	Frequency (%)
J3	5070	94.8%
(Missing)	277	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
j3	5070	100.0%

Most occurring characters

Value	Count	Frequency (%)
J	5070	50.0%
3	5070	50.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10140	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
J	5070	50.0%
3	5070	50.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10140	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
J	5070	50.0%
3	5070	50.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10140	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
J	5070	50.0%
3	5070	50.0%

clas_sop32
Categorical

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	277
Missing (%)	5.2%
Memory size	41.9 KiB

K1	5070

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	10140
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	K1
2nd row	K1
3rd row	K1
4th row	K1
5th row	K1

Common Values

Value	Count	Frequency (%)
K1	5070	94.8%
(Missing)	277	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
k1	5070	100.0%

Most occurring characters

Value	Count	Frequency (%)
K	5070	50.0%
1	5070	50.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10140	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
K	5070	50.0%
1	5070	50.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10140	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
K	5070	50.0%
1	5070	50.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10140	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
K	5070	50.0%
1	5070	50.0%

cyber_monday
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	4
Missing (%)	0.1%
Memory size	41.9 KiB

0.0	5322
1.0	21

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	16029
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	5322	99.5%
1.0	21	0.4%
(Missing)	4	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	5322	99.6%
1.0	21	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

black_friday
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	4
Missing (%)	0.1%
Memory size	41.9 KiB

0.0	5322
1.0	21

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	16029
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	5322	99.5%
1.0	21	0.4%
(Missing)	4	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	5322	99.6%
1.0	21	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	10665	66.5%
.	5343	33.3%
1	21	0.1%

es_festivo
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	4
Missing (%)	0.1%
Memory size	41.9 KiB

0.0	5029
1.0	314

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	16029
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	5029	94.1%
1.0	314	5.9%
(Missing)	4	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	5029	94.1%
1.0	314	5.9%

Most occurring characters

Value	Count	Frequency (%)
0	10372	64.7%
.	5343	33.3%
1	314	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	10372	64.7%
.	5343	33.3%
1	314	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	10372	64.7%
.	5343	33.3%
1	314	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16029	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	10372	64.7%
.	5343	33.3%
1	314	2.0%

ee_comercio
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	11143.967

Minimum	7445.216
Maximum	12359.999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	7445.216
5-th percentile	9968.6212
Q1	10698.386
median	11298.868
Q3	11553.241
95-th percentile	12359.999
Maximum	12359.999
Range	4914.7828
Interquartile range (IQR)	854.85524

Descriptive statistics

Standard deviation	713.82957
Coefficient of variation (CV)	0.064055246
Kurtosis	-0.70328304
Mean	11143.967
Median Absolute Deviation (MAD)	519.67549
Skewness	-0.27278213
Sum	59542218
Variance	509552.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
11169.79145	345	6.5%
11524.09431	339	6.3%
10743.04633	315	5.9%
11818.54374	313	5.9%
12175.83687	296	5.5%
10162.2901	288	5.4%
11701.73392	282	5.3%
10920.24966	280	5.2%
12359.99874	278	5.2%
11298.86825	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
7445.215981	1	< 0.1%
9340.23361	6	0.1%
9811.477166	259	4.8%
9968.621227	117	2.2%
10023.7495	4	0.1%
10070.52798	273	5.1%
10153.75237	26	0.5%
10162.2901	288	5.4%
10189.8859	2	< 0.1%
10390.99176	162	3.0%

Value	Count	Frequency (%)
12359.99874	278	5.2%
12175.83687	296	5.5%
12092.61387	125	2.3%
11818.54374	313	5.9%
11701.73392	282	5.3%
11688.7245	9	0.2%
11679.97085	29	0.5%
11553.24134	136	2.5%
11524.09431	339	6.3%
11519.62721	113	2.1%

icc
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	30.772438

Minimum	24.3427
Maximum	38.7632
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	24.3427
5-th percentile	26.0169
Q1	28.9779
median	30.3134
Q3	33.0606
95-th percentile	34.258
Maximum	38.7632
Range	14.4205
Interquartile range (IQR)	4.0827

Descriptive statistics

Standard deviation	2.5355223
Coefficient of variation (CV)	0.082395883
Kurtosis	-0.78820931
Mean	30.772438
Median Absolute Deviation (MAD)	1.912
Skewness	-0.18295197
Sum	164417.14
Variance	6.4288731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
28.9779	345	6.5%
32.7338	339	6.3%
28.4014	315	5.9%
33.0606	313	5.9%
31.2603	296	5.5%
30.3134	288	5.4%
33.8365	282	5.3%
34.1798	280	5.2%
29.7094	278	5.2%
34.258	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
24.3427	6	0.1%
25.5818	136	2.5%
25.8171	117	2.2%
26.0169	113	2.1%
26.3704	99	1.9%
27.7105	77	1.4%
28.1936	125	2.3%
28.4014	315	5.9%
28.6796	105	2.0%
28.7609	9	0.2%

Value	Count	Frequency (%)
38.7632	2	< 0.1%
36.8885	4	0.1%
36.3435	26	0.5%
34.9611	9	0.2%
34.599	6	0.1%
34.258	275	5.1%
34.1798	280	5.2%
33.887	162	3.0%
33.8365	282	5.3%
33.1164	272	5.1%

imacec_comercio
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	110.94681

Minimum	98.979239
Maximum	144.90812
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	98.979239
5-th percentile	99.322139
Q1	104.12787
median	109.20138
Q3	116.99508
95-th percentile	127.09627
Maximum	144.90812
Range	45.928876
Interquartile range (IQR)	12.867204

Descriptive statistics

Standard deviation	9.2037813
Coefficient of variation (CV)	0.082956702
Kurtosis	-0.49984159
Mean	110.94681
Median Absolute Deviation (MAD)	5.7826587
Skewness	0.64978071
Sum	592788.8
Variance	84.70959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
105.1948858	345	6.5%
116.9950758	339	6.3%
110.4442759	315	5.9%
113.3612279	313	5.9%
123.0552463	296	5.5%
100.6797841	288	5.4%
104.1278722	282	5.3%
114.4787998	280	5.2%
127.0962716	278	5.2%
125.2755383	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
98.97923873	259	4.8%
99.32213905	257	4.8%
100.6797841	288	5.4%
101.7346627	272	5.1%
103.4187246	162	3.0%
104.1278722	282	5.3%
104.2572439	6	0.1%
104.8332553	5	0.1%
105.1948858	345	6.5%
105.4043919	113	2.1%

Value	Count	Frequency (%)
144.908115	9	0.2%
132.5659443	125	2.3%
127.0962716	278	5.2%
125.2755383	275	5.1%
124.8978426	29	0.5%
124.5061624	4	0.1%
123.0552463	296	5.5%
119.9448786	19	0.4%
119.6414778	105	2.0%
117.2338598	26	0.5%

imacec_general
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	108.7317

Minimum	93.924302
Maximum	120.21249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	93.924302
5-th percentile	102.35593
Q1	105.03835
median	107.73843
Q3	112.05388
95-th percentile	117.38566
Maximum	120.21249
Range	26.288189
Interquartile range (IQR)	7.0155284

Descriptive statistics

Standard deviation	4.4586516
Coefficient of variation (CV)	0.041005995
Kurtosis	-0.49246095
Mean	108.7317
Median Absolute Deviation (MAD)	2.8257306
Skewness	0.42521153
Sum	580953.48
Variance	19.879574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
107.0402978	345	6.5%
114.863457	339	6.3%
108.0013717	315	5.9%
111.2184138	313	5.9%
114.1172433	296	5.5%
102.3559334	288	5.4%
112.0538802	282	5.3%
104.2573099	280	5.2%
117.3856586	278	5.2%
107.6344397	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
93.92430184	1	< 0.1%
99.05236949	6	0.1%
99.67387234	117	2.2%
100.1395693	6	0.1%
102.3559334	288	5.4%
103.6627204	4	0.1%
104.2573099	280	5.2%
104.6103544	2	< 0.1%
104.6971191	113	2.1%
104.9126947	162	3.0%

Value	Count	Frequency (%)
120.212491	9	0.2%
118.228994	125	2.3%
117.3856586	278	5.2%
115.1952382	29	0.5%
114.8887802	19	0.4%
114.863457	339	6.3%
114.1172433	296	5.5%
112.0538802	282	5.3%
111.2184138	313	5.9%
110.8928683	136	2.5%

imacec_no_minero
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	112.16644

Minimum	95.27388
Maximum	123.28591
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	95.27388
5-th percentile	104.66235
Q1	107.86973
median	111.17488
Q3	115.88451
95-th percentile	121.11006
Maximum	123.28591
Range	28.012034
Interquartile range (IQR)	8.0147814

Descriptive statistics

Standard deviation	4.9882263
Coefficient of variation (CV)	0.044471648
Kurtosis	-0.90480966
Mean	112.16644
Median Absolute Deviation (MAD)	3.733904
Skewness	0.31660179
Sum	599305.27
Variance	24.882402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
110.1493188	345	6.5%
118.8297168	339	6.3%
112.6344182	315	5.9%
115.884513	313	5.9%
119.519957	296	5.5%
104.6623547	288	5.4%
115.5507249	282	5.3%
107.4409766	280	5.2%
121.1100633	278	5.2%
111.1194342	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
95.27388001	1	< 0.1%
102.4920407	6	0.1%
102.9378149	6	0.1%
103.6425749	117	2.2%
104.6623547	288	5.4%
106.4917733	257	4.8%
106.8519779	2	< 0.1%
106.8536327	162	3.0%
107.2515335	4	0.1%
107.4409766	280	5.2%

Value	Count	Frequency (%)
123.2859141	9	0.2%
121.2453744	125	2.3%
121.1100633	278	5.2%
119.519957	296	5.5%
119.4412315	29	0.5%
118.8297168	339	6.3%
117.8210718	19	0.4%
115.884513	313	5.9%
115.5507249	282	5.3%
114.3432508	136	2.5%

imce_comercio
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	46.288166

Minimum	39.273927
Maximum	61.214953
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	39.273927
5-th percentile	40.291262
Q1	43.956044
median	46.415771
Q3	48.387097
95-th percentile	52.55102
Maximum	61.214953
Range	21.941026
Interquartile range (IQR)	4.4310528

Descriptive statistics

Standard deviation	3.3530199
Coefficient of variation (CV)	0.07243795
Kurtosis	0.21883305
Mean	46.288166
Median Absolute Deviation (MAD)	1.9713262
Skewness	0.32206184
Sum	247317.67
Variance	11.242742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
46.55797101	345	6.5%
52.55102041	339	6.3%
43.95604396	315	5.9%
48.38709677	313	5.9%
44.83333333	296	5.5%
46.41577061	288	5.4%
44.76744186	282	5.3%
50	280	5.2%
46.48148148	278	5.2%
48.99598394	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
39.27392739	77	1.4%
39.9691358	99	1.9%
40.29126214	136	2.5%
40.86538462	6	0.1%
40.88050314	113	2.1%
42.32026144	125	2.3%
42.85714286	117	2.2%
42.94871795	105	2.0%
43.05555556	273	5.1%
43.95604396	315	5.9%

Value	Count	Frequency (%)
61.21495327	2	< 0.1%
58.4045584	1	< 0.1%
57.97101449	26	0.5%
55.72916667	4	0.1%
53.92156863	19	0.4%
52.55102041	339	6.3%
51.85185185	6	0.1%
51.48514851	9	0.2%
51.48148148	162	3.0%
51.10062893	29	0.5%

imce_general
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	42.383026

Minimum	35.611146
Maximum	60.679626
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	35.611146
5-th percentile	35.678785
Q1	41.048919
median	43.193503
Q3	43.914509
95-th percentile	46.309646
Maximum	60.679626
Range	25.06848
Interquartile range (IQR)	2.86559

Descriptive statistics

Standard deviation	2.9472462
Coefficient of variation (CV)	0.069538361
Kurtosis	4.4935631
Mean	42.383026
Median Absolute Deviation (MAD)	1.791508
Skewness	0.260961
Sum	226452.51
Variance	8.6862601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
43.19350295	345	6.5%
46.30964599	339	6.3%
41.35517932	315	5.9%
44.07191795	313	5.9%
40.54936576	296	5.5%
41.05146701	288	5.4%
42.66088781	282	5.3%
44.86759784	280	5.2%
35.67878501	278	5.2%
43.71039206	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
35.61114643	125	2.3%
35.67878501	278	5.2%
38.95840316	77	1.4%
39.01191138	6	0.1%
39.49184425	259	4.8%
40.4926985	99	1.9%
40.54936576	296	5.5%
40.67137089	105	2.0%
41.04891901	136	2.5%
41.05146701	288	5.4%

Value	Count	Frequency (%)
60.67962622	2	< 0.1%
58.2032133	26	0.5%
55.721718	1	< 0.1%
53.34668223	4	0.1%
51.19457424	6	0.1%
49.0422153	19	0.4%
47.49531277	29	0.5%
47.47006128	4	0.1%
46.56308462	9	0.2%
46.47943242	9	0.2%

ine_alimentos
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	107.77205

Minimum	99.780515
Maximum	142.8552
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	99.780515
5-th percentile	100.66549
Q1	102.32546
median	105.28513
Q3	110.65052
95-th percentile	125.74814
Maximum	142.8552
Range	43.074684
Interquartile range (IQR)	8.3250652

Descriptive statistics

Standard deviation	7.0132936
Coefficient of variation (CV)	0.065075257
Kurtosis	1.8688715
Mean	107.77205
Median Absolute Deviation (MAD)	3.2198318
Skewness	1.4659612
Sum	575826.04
Variance	49.186287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
104.7502145	345	6.5%
114.670991	339	6.3%
102.9569663	315	5.9%
102.0652934	313	5.9%
110.6505245	296	5.5%
108.3832401	288	5.4%
102.0065957	282	5.3%
101.5281426	280	5.2%
125.7481355	278	5.2%
100.6654889	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
99.78051535	117	2.2%
100.6654889	275	5.1%
101.2685205	1	< 0.1%
101.5281426	280	5.2%
102.0065957	282	5.3%
102.0652934	313	5.9%
102.3254593	105	2.0%
102.9569663	315	5.9%
103.4790249	136	2.5%
103.8085638	259	4.8%

Value	Count	Frequency (%)
142.8551996	9	0.2%
126.2715334	26	0.5%
125.7481355	278	5.2%
125.4051132	125	2.3%
123.0426065	2	< 0.1%
120.3059932	19	0.4%
119.9015095	29	0.5%
116.650294	4	0.1%
114.8551135	4	0.1%
114.670991	339	6.3%

ine_supermercados
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	0.7%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	103.31423

Minimum	95.289245
Maximum	148.8181
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	95.289245
5-th percentile	95.289245
Q1	97.681779
median	101.22285
Q3	105.15462
95-th percentile	125.97844
Maximum	148.8181
Range	53.528855
Interquartile range (IQR)	7.4728364

Descriptive statistics

Standard deviation	8.701201
Coefficient of variation (CV)	0.084220742
Kurtosis	2.6739156
Mean	103.31423
Median Absolute Deviation (MAD)	3.5410689
Skewness	1.7114427
Sum	552007.92
Variance	75.710899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
97.705323	345	6.5%
112.0636656	339	6.3%
95.31695953	315	5.9%
95.28924509	313	5.9%
106.2890514	296	5.5%
101.9854126	288	5.4%
95.70516742	282	5.3%
100.3724447	280	5.2%
125.9784373	278	5.2%
96.16343204	275	5.1%
Other values (25)	2332	43.6%

Value	Count	Frequency (%)
95.28924509	313	5.9%
95.31695953	315	5.9%
95.70516742	282	5.3%
96.16343204	275	5.1%
97.681779	217	4.1%
97.705323	345	6.5%
99.09567248	105	2.0%
99.13270904	259	4.8%
99.33852859	117	2.2%
99.41228622	136	2.5%

Value	Count	Frequency (%)
148.8181	9	0.2%
127.4831412	125	2.3%
126.5410863	26	0.5%
125.9784373	278	5.2%
120.7632509	2	< 0.1%
120.6900743	19	0.4%
118.6654999	29	0.5%
116.6407562	4	0.1%
113.9610434	6	0.1%
113.010931	4	0.1%

tpm
Real number (ℝ)

High correlation

Distinct	23
Distinct (%)	0.4%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.9375819

Minimum	0.5
Maximum	11.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	0.5
5-th percentile	6
Q1	6.5
median	8.75
Q3	11.25
95-th percentile	11.25
Maximum	11.25
Range	10.75
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	2.1135376
Coefficient of variation (CV)	0.23647756
Kurtosis	-0.94120582
Mean	8.9375819
Median Absolute Deviation (MAD)	2.5
Skewness	-0.39129089
Sum	47753.5
Variance	4.4670411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
11.25	1703	31.8%
6	530	9.9%
8.75	529	9.9%
10.5	387	7.2%
9.25	345	6.5%
6.5	339	6.3%
8.25	282	5.3%
6.25	280	5.2%
8.5	278	5.2%
7.5	275	5.1%
Other values (13)	395	7.4%

Value	Count	Frequency (%)
0.5	1	< 0.1%
2	2	< 0.1%
2.25	26	0.5%
3.75	19	0.4%
4	9	0.2%
5	4	0.1%
5.75	162	3.0%
6	530	9.9%
6.25	280	5.2%
6.5	339	6.3%

Value	Count	Frequency (%)
11.25	1703	31.8%
11	113	2.1%
10.5	387	7.2%
9.5	11	0.2%
9.25	345	6.5%
9	9	0.2%
8.75	529	9.9%
8.5	278	5.2%
8.25	282	5.3%
8	4	0.1%

pib
Real number (ℝ)

High correlation

Distinct	13
Distinct (%)	0.2%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	17445.111

Minimum	16514.041
Maximum	18977.031
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	16514.041
5-th percentile	16561.769
Q1	16569.308
median	18014.821
Q3	18132.62
95-th percentile	18663.912
Maximum	18977.031
Range	2462.9906
Interquartile range (IQR)	1563.3118

Descriptive statistics

Standard deviation	893.93106
Coefficient of variation (CV)	0.051242497
Kurtosis	-1.8164013
Mean	17445.111
Median Absolute Deviation (MAD)	962.21037
Skewness	0.12536146
Sum	93209229
Variance	799112.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
18132.61978	894	16.7%
16569.30801	890	16.6%
16584.23427	847	15.8%
18530.78056	832	15.6%
16561.76868	692	12.9%
18014.82071	518	9.7%
18663.91151	338	6.3%
16527.7374	218	4.1%
18977.03108	54	1.0%
18184.99557	39	0.7%
Other values (3)	21	0.4%

Value	Count	Frequency (%)
16514.04051	2	< 0.1%
16527.7374	218	4.1%
16561.76868	692	12.9%
16569.30801	890	16.6%
16584.23427	847	15.8%
16637.83932	18	0.3%
17172.91795	1	< 0.1%
18014.82071	518	9.7%
18132.61978	894	16.7%
18184.99557	39	0.7%

Value	Count	Frequency (%)
18977.03108	54	1.0%
18663.91151	338	6.3%
18530.78056	832	15.6%
18184.99557	39	0.7%
18132.61978	894	16.7%
18014.82071	518	9.7%
17172.91795	1	< 0.1%
16637.83932	18	0.3%
16584.23427	847	15.8%
16569.30801	890	16.6%

tavg
Real number (ℝ)

High correlation

Distinct	170
Distinct (%)	3.2%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	15.48731

Minimum	5.9
Maximum	26.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	5.9
5-th percentile	9.8
Q1	12.2
median	13.9
Q3	19.1
95-th percentile	23.7
Maximum	26.9
Range	21
Interquartile range (IQR)	6.9

Descriptive statistics

Standard deviation	4.5977018
Coefficient of variation (CV)	0.29686896
Kurtosis	-0.48001898
Mean	15.48731
Median Absolute Deviation (MAD)	2.7
Skewness	0.64341114
Sum	82748.7
Variance	21.138862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.7	342	6.4%
12.4	314	5.9%
16.4	209	3.9%
12.9	197	3.7%
12.2	192	3.6%
22.2	191	3.6%
9.8	184	3.4%
16.5	174	3.3%
11.2	174	3.3%
11	173	3.2%
Other values (160)	3193	59.7%

Value	Count	Frequency (%)
5.9	4	0.1%
6.1	1	< 0.1%
6.3	1	< 0.1%
6.7	1	< 0.1%
6.8	2	< 0.1%
6.9	14	0.3%
7.1	2	< 0.1%
7.3	7	0.1%
7.4	4	0.1%
7.5	2	< 0.1%

Value	Count	Frequency (%)
26.9	5	0.1%
26.7	162	3.0%
25.6	7	0.1%
25.2	10	0.2%
25	7	0.1%
24.9	9	0.2%
24.8	14	0.3%
24.7	4	0.1%
24.6	7	0.1%
24.5	15	0.3%

tmin
Real number (ℝ)

High correlation

Distinct	160
Distinct (%)	3.0%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.222197

Minimum	-1
Maximum	18.8
Zeros	1
Zeros (%)	< 0.1%
Negative	7
Negative (%)	0.1%
Memory size	41.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	4.2
Q1	6.8
median	10.3
Q3	13.9
95-th percentile	16.2
Maximum	18.8
Range	19.8
Interquartile range (IQR)	7.1

Descriptive statistics

Standard deviation	4.0021505
Coefficient of variation (CV)	0.39151568
Kurtosis	-0.90054371
Mean	10.222197
Median Absolute Deviation (MAD)	3.5
Skewness	-0.024567319
Sum	54617.2
Variance	16.017208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	376	7.0%
13.9	197	3.7%
4.2	191	3.6%
5.8	187	3.5%
11.1	185	3.5%
6.7	176	3.3%
8.5	175	3.3%
11.2	174	3.3%
9.4	173	3.2%
8.2	169	3.2%
Other values (150)	3340	62.5%

Value	Count	Frequency (%)
-1	4	0.1%
-0.6	3	0.1%
0	1	< 0.1%
0.5	3	0.1%
0.9	6	0.1%
1	17	0.3%
1.1	5	0.1%
1.2	1	< 0.1%
1.3	1	< 0.1%
1.6	1	< 0.1%

Value	Count	Frequency (%)
18.8	9	0.2%
18.1	162	3.0%
17.8	2	< 0.1%
17.6	1	< 0.1%
17.4	3	0.1%
17.3	5	0.1%
17.1	7	0.1%
17	12	0.2%
16.9	7	0.1%
16.8	4	0.1%

tmax
Real number (ℝ)

High correlation

Distinct	214
Distinct (%)	4.0%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	23.180928

Minimum	10
Maximum	36.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	10
5-th percentile	14.4
Q1	16.9
median	22.7
Q3	29.4
95-th percentile	33.2
Maximum	36.6
Range	26.6
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	6.6007766
Coefficient of variation (CV)	0.28475031
Kurtosis	-1.1997574
Mean	23.180928
Median Absolute Deviation (MAD)	6.2
Skewness	0.16139238
Sum	123855.7
Variance	43.570252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.4	323	6.0%
29.7	211	3.9%
15.9	191	3.6%
19.1	185	3.5%
24.7	174	3.3%
15.1	171	3.2%
16.6	171	3.2%
18.8	166	3.1%
21.8	165	3.1%
14.4	164	3.1%
Other values (204)	3422	64.0%

Value	Count	Frequency (%)
10	1	< 0.1%
10.8	17	0.3%
11.1	6	0.1%
11.2	4	0.1%
11.5	2	< 0.1%
11.6	1	< 0.1%
12.2	27	0.5%
12.4	18	0.3%
12.5	1	< 0.1%
12.6	2	< 0.1%

Value	Count	Frequency (%)
36.6	5	0.1%
36	161	3.0%
35.8	7	0.1%
35.6	3	0.1%
35.3	1	< 0.1%
34.9	5	0.1%
34.6	4	0.1%
34.3	7	0.1%
34.2	10	0.2%
34	6	0.1%

wspd
Real number (ℝ)

High correlation

Distinct	67
Distinct (%)	1.3%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.9802545

Minimum	0.2
Maximum	7.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.9 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.7
Q1	1.7
median	2.8
Q3	4.2
95-th percentile	5.7
Maximum	7.1
Range	6.9
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	1.5012603
Coefficient of variation (CV)	0.50373561
Kurtosis	-0.90987324
Mean	2.9802545
Median Absolute Deviation (MAD)	1.3
Skewness	0.25311782
Sum	15923.5
Variance	2.2537826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	417	7.8%
2.8	284	5.3%
1.8	245	4.6%
1.5	230	4.3%
4	223	4.2%
4.3	223	4.2%
2.5	220	4.1%
0.6	211	3.9%
3.7	206	3.9%
1.3	206	3.9%
Other values (57)	2878	53.8%

Value	Count	Frequency (%)
0.2	9	0.2%
0.3	7	0.1%
0.4	16	0.3%
0.5	10	0.2%
0.6	211	3.9%
0.7	28	0.5%
0.8	54	1.0%
0.9	47	0.9%
1	17	0.3%
1.1	201	3.8%

Value	Count	Frequency (%)
7.1	9	0.2%
6.9	2	< 0.1%
6.8	2	< 0.1%
6.7	4	0.1%
6.5	17	0.3%
6.3	5	0.1%
6.2	8	0.1%
6.1	2	< 0.1%
6	14	0.3%
5.9	30	0.6%

Interactions

Correlations

	black_friday	canal2	canal_sap2	cantidad	categoria2	categoria_22	centro_costo_cuenta_clave2	clase_sop2	clasificacion2	codigo_activo2	codigo_producto2	costo_total	cuenta_clave2	cyber_monday	descripcion_producto2	descripcion_tipo_factura2	ee_comercio	es_festivo	estimado	grado2	icc	id_tipo_factura2	imacec_comercio	imacec_general	imacec_no_minero	imce_comercio	imce_general	ine_alimentos	ine_supermercados	linea2	marca2	pib	stock_disponible_total	tavg	tipo_mat2	tmax	tmin	tpm	venta_total_neto	wspd
black_friday	1.000	0.000	0.035	0.046	0.015	0.038	0.000	0.016	0.013	0.000	0.000	0.025	0.000	0.000	0.000	0.062	0.083	0.000	0.013	0.038	0.127	0.042	0.102	0.144	0.108	0.075	0.097	0.070	0.054	0.018	0.015	0.112	0.019	0.133	0.023	0.131	0.077	0.068	0.000	0.136
canal2	0.000	1.000	1.000	0.182	0.501	0.568	0.850	0.506	0.602	0.594	0.611	0.214	0.850	0.000	0.597	0.339	0.073	0.004	0.602	0.568	0.092	0.345	0.059	0.079	0.086	0.095	0.124	0.101	0.109	0.473	0.501	0.121	0.142	0.041	0.471	0.057	0.036	0.126	0.292	0.033
canal_sap2	0.035	1.000	1.000	0.410	0.603	0.503	0.754	0.608	0.929	0.535	0.546	0.342	0.754	0.014	0.537	0.301	0.116	0.036	0.929	0.503	0.239	0.410	0.139	0.121	0.080	0.222	0.292	0.253	0.260	0.711	0.603	0.315	0.341	0.060	0.720	0.059	0.041	0.290	0.443	0.063
cantidad	0.046	0.182	0.410	1.000	0.488	0.407	0.362	0.491	0.764	0.434	0.438	0.991	0.362	0.034	0.435	0.415	0.050	0.244	0.764	0.407	-0.186	0.326	0.117	0.032	0.031	-0.154	-0.055	0.078	0.110	0.571	0.488	0.090	0.231	0.111	0.577	0.090	0.038	0.116	0.996	0.158
categoria2	0.015	0.501	0.603	0.488	1.000	0.988	0.601	1.000	1.000	0.998	0.998	0.538	0.601	0.000	0.998	0.328	0.128	0.038	1.000	0.988	0.287	0.445	0.163	0.137	0.102	0.273	0.329	0.327	0.334	1.000	1.000	0.312	0.411	0.087	0.839	0.085	0.073	0.325	0.559	0.089
categoria_22	0.038	0.568	0.503	0.407	0.988	1.000	0.509	0.988	1.000	0.998	0.998	0.527	0.509	0.000	0.998	0.419	0.105	0.033	1.000	1.000	0.225	0.479	0.130	0.110	0.085	0.217	0.258	0.255	0.263	0.996	0.988	0.275	0.333	0.083	0.943	0.077	0.073	0.257	0.526	0.079
centro_costo_cuenta_clave2	0.000	0.850	0.754	0.362	0.601	0.509	1.000	0.599	0.911	0.358	0.365	0.261	1.000	0.000	0.359	0.211	0.074	0.066	0.911	0.509	0.152	0.253	0.092	0.079	0.070	0.138	0.172	0.190	0.196	0.691	0.601	0.246	0.224	0.050	0.681	0.050	0.021	0.183	0.360	0.039
clase_sop2	0.016	0.506	0.608	0.491	1.000	0.988	0.599	1.000	1.000	0.998	0.998	0.545	0.599	0.000	0.998	0.333	0.129	0.037	1.000	0.988	0.288	0.445	0.163	0.138	0.104	0.274	0.330	0.328	0.335	1.000	1.000	0.314	0.413	0.088	0.847	0.087	0.073	0.325	0.558	0.090
clasificacion2	0.013	0.602	0.929	0.764	1.000	1.000	0.911	1.000	1.000	0.998	0.997	0.652	0.911	0.000	0.997	0.420	0.172	0.040	0.998	1.000	0.412	0.603	0.218	0.185	0.147	0.381	0.474	0.452	0.464	1.000	1.000	0.441	0.571	0.126	1.000	0.108	0.082	0.456	0.787	0.108
codigo_activo2	0.000	0.594	0.535	0.434	0.998	0.998	0.358	0.998	0.998	1.000	1.000	0.602	0.358	0.000	1.000	0.349	0.103	0.000	0.998	0.998	0.220	0.521	0.117	0.099	0.078	0.263	0.289	0.262	0.270	0.998	0.998	0.339	0.484	0.057	0.998	0.050	0.046	0.253	0.490	0.055
codigo_producto2	0.000	0.611	0.546	0.438	0.998	0.998	0.365	0.998	0.997	1.000	1.000	0.603	0.365	0.000	1.000	0.349	0.104	0.000	0.997	0.998	0.224	0.523	0.119	0.100	0.079	0.265	0.294	0.269	0.276	0.997	0.998	0.347	0.488	0.057	0.997	0.051	0.047	0.259	0.493	0.056
costo_total	0.025	0.214	0.342	0.991	0.538	0.527	0.261	0.545	0.652	0.602	0.603	1.000	0.261	0.022	0.602	0.362	0.054	0.033	0.652	0.527	-0.181	0.365	0.131	0.039	0.042	-0.147	-0.048	0.076	0.110	0.626	0.538	0.092	0.228	0.121	0.549	0.097	0.047	0.110	0.987	0.158
cuenta_clave2	0.000	0.850	0.754	0.362	0.601	0.509	1.000	0.599	0.911	0.358	0.365	0.261	1.000	0.000	0.359	0.211	0.074	0.066	0.911	0.509	0.152	0.253	0.092	0.079	0.070	0.138	0.172	0.190	0.196	0.691	0.601	0.246	0.224	0.050	0.681	0.050	0.021	0.183	0.360	0.039
cyber_monday	0.000	0.000	0.014	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.022	0.000	1.000	0.000	0.044	0.041	0.000	0.000	0.000	0.118	0.045	0.044	0.044	0.053	0.130	0.102	0.091	0.105	0.008	0.000	0.117	0.159	0.055	0.000	0.071	0.077	0.082	0.037	0.043
descripcion_producto2	0.000	0.597	0.537	0.435	0.998	0.998	0.359	0.998	0.997	1.000	1.000	0.602	0.359	0.000	1.000	0.349	0.103	0.000	0.997	0.998	0.220	0.521	0.117	0.098	0.078	0.263	0.290	0.263	0.271	0.998	0.998	0.340	0.484	0.057	0.998	0.049	0.046	0.254	0.491	0.054
descripcion_tipo_factura2	0.062	0.339	0.301	0.415	0.328	0.419	0.211	0.333	0.420	0.349	0.349	0.362	0.211	0.044	0.349	1.000	0.106	0.296	0.420	0.419	0.151	0.948	0.139	0.109	0.093	0.216	0.102	0.222	0.213	0.395	0.328	0.083	0.154	0.155	0.328	0.121	0.109	0.108	0.316	0.112
ee_comercio	0.083	0.073	0.116	0.050	0.128	0.105	0.074	0.129	0.172	0.103	0.104	0.054	0.074	0.041	0.103	0.106	1.000	0.328	0.172	0.105	0.133	0.045	0.565	0.837	0.798	0.095	-0.009	0.261	0.165	0.145	0.128	0.355	-0.022	0.415	0.140	0.278	0.364	-0.256	0.054	0.481
es_festivo	0.000	0.004	0.036	0.244	0.038	0.033	0.066	0.037	0.040	0.000	0.000	0.033	0.066	0.000	0.000	0.296	0.328	1.000	0.040	0.033	0.387	0.043	0.336	0.345	0.447	0.410	0.394	0.311	0.250	0.040	0.038	0.198	0.000	0.530	0.040	0.663	0.417	0.223	0.045	0.381
estimado	0.013	0.602	0.929	0.764	1.000	1.000	0.911	1.000	0.998	0.998	0.997	0.652	0.911	0.000	0.997	0.420	0.172	0.040	1.000	1.000	0.412	0.603	0.218	0.185	0.147	0.381	0.474	0.452	0.464	1.000	1.000	0.441	0.571	0.126	1.000	0.108	0.082	0.456	0.787	0.108
grado2	0.038	0.568	0.503	0.407	0.988	1.000	0.509	0.988	1.000	0.998	0.998	0.527	0.509	0.000	0.998	0.419	0.105	0.033	1.000	1.000	0.225	0.479	0.130	0.110	0.085	0.217	0.258	0.255	0.263	0.996	0.988	0.275	0.333	0.083	0.943	0.077	0.073	0.257	0.526	0.079
icc	0.127	0.092	0.239	-0.186	0.287	0.225	0.152	0.288	0.412	0.220	0.224	-0.181	0.152	0.118	0.220	0.151	0.133	0.387	0.412	0.225	1.000	0.197	0.067	0.062	-0.005	0.702	0.537	-0.255	-0.133	0.335	0.287	0.189	0.104	0.278	0.306	0.172	0.312	-0.680	-0.169	0.153
id_tipo_factura2	0.042	0.345	0.410	0.326	0.445	0.479	0.253	0.445	0.603	0.521	0.523	0.365	0.253	0.045	0.521	0.948	0.045	0.043	0.603	0.479	0.197	1.000	0.133	0.045	0.052	0.196	0.237	0.248	0.255	0.530	0.445	0.382	0.292	0.052	0.462	0.036	0.038	0.278	0.383	0.056
imacec_comercio	0.102	0.059	0.139	0.117	0.163	0.130	0.092	0.163	0.218	0.117	0.119	0.131	0.092	0.044	0.117	0.139	0.565	0.336	0.218	0.130	0.067	0.133	1.000	0.551	0.638	0.208	0.023	0.105	0.219	0.188	0.163	0.372	0.150	0.686	0.167	0.667	0.652	-0.160	0.118	0.618
imacec_general	0.144	0.079	0.121	0.032	0.137	0.110	0.079	0.138	0.185	0.099	0.100	0.039	0.079	0.044	0.098	0.109	0.837	0.345	0.185	0.110	0.062	0.045	0.551	1.000	0.959	0.087	-0.024	0.339	0.173	0.158	0.137	0.444	0.115	0.365	0.142	0.223	0.291	-0.163	0.036	0.395
imacec_no_minero	0.108	0.086	0.080	0.031	0.102	0.085	0.070	0.104	0.147	0.078	0.079	0.042	0.070	0.053	0.078	0.093	0.798	0.447	0.147	0.085	-0.005	0.052	0.638	0.959	1.000	0.006	-0.103	0.298	0.157	0.120	0.102	0.381	0.077	0.394	0.104	0.313	0.339	-0.066	0.033	0.370
imce_comercio	0.075	0.095	0.222	-0.154	0.273	0.217	0.138	0.274	0.381	0.263	0.265	-0.147	0.138	0.130	0.263	0.216	0.095	0.410	0.381	0.217	0.702	0.196	0.208	0.087	0.006	1.000	0.745	-0.022	-0.028	0.314	0.273	-0.094	0.202	0.255	0.287	0.076	0.226	-0.853	-0.140	-0.014
imce_general	0.097	0.124	0.292	-0.055	0.329	0.258	0.172	0.330	0.474	0.289	0.294	-0.048	0.172	0.102	0.290	0.102	-0.009	0.394	0.474	0.258	0.537	0.237	0.023	-0.024	-0.103	0.745	1.000	-0.220	-0.219	0.384	0.329	-0.151	0.228	0.165	0.355	0.010	0.154	-0.773	-0.044	-0.016
ine_alimentos	0.070	0.101	0.253	0.078	0.327	0.255	0.190	0.328	0.452	0.262	0.269	0.076	0.190	0.091	0.263	0.222	0.261	0.311	0.452	0.255	-0.255	0.248	0.105	0.339	0.298	-0.022	-0.220	1.000	0.874	0.382	0.327	0.058	0.185	-0.096	0.351	-0.067	-0.119	0.119	0.072	0.020
ine_supermercados	0.054	0.109	0.260	0.110	0.334	0.263	0.196	0.335	0.464	0.270	0.276	0.110	0.196	0.105	0.271	0.213	0.165	0.250	0.464	0.263	-0.133	0.255	0.219	0.173	0.157	-0.028	-0.219	0.874	1.000	0.390	0.334	0.288	0.178	0.145	0.359	0.229	0.167	0.144	0.105	0.273
linea2	0.018	0.473	0.711	0.571	1.000	0.996	0.691	1.000	1.000	0.998	0.997	0.626	0.691	0.008	0.998	0.395	0.145	0.040	1.000	0.996	0.335	0.530	0.188	0.158	0.120	0.314	0.384	0.382	0.390	1.000	1.000	0.366	0.483	0.092	0.839	0.083	0.070	0.379	0.665	0.089
marca2	0.015	0.501	0.603	0.488	1.000	0.988	0.601	1.000	1.000	0.998	0.998	0.538	0.601	0.000	0.998	0.328	0.128	0.038	1.000	0.988	0.287	0.445	0.163	0.137	0.102	0.273	0.329	0.327	0.334	1.000	1.000	0.312	0.411	0.087	0.839	0.085	0.073	0.325	0.559	0.089
pib	0.112	0.121	0.315	0.090	0.312	0.275	0.246	0.314	0.441	0.339	0.347	0.092	0.246	0.117	0.340	0.083	0.355	0.198	0.441	0.275	0.189	0.382	0.372	0.444	0.381	-0.094	-0.151	0.058	0.288	0.366	0.312	1.000	0.144	0.575	0.331	0.493	0.491	0.087	0.095	0.743
stock_disponible_total	0.019	0.142	0.341	0.231	0.411	0.333	0.224	0.413	0.571	0.484	0.488	0.228	0.224	0.159	0.484	0.154	-0.022	0.000	0.571	0.333	0.104	0.292	0.150	0.115	0.077	0.202	0.228	0.185	0.178	0.483	0.411	0.144	1.000	0.100	0.435	0.067	0.028	-0.194	0.227	0.114
tavg	0.133	0.041	0.060	0.111	0.087	0.083	0.050	0.088	0.126	0.057	0.057	0.121	0.050	0.055	0.057	0.155	0.415	0.530	0.126	0.083	0.278	0.052	0.686	0.365	0.394	0.255	0.165	-0.096	0.145	0.092	0.087	0.575	0.100	1.000	0.095	0.852	0.857	-0.179	0.118	0.659
tipo_mat2	0.023	0.471	0.720	0.577	0.839	0.943	0.681	0.847	1.000	0.998	0.997	0.549	0.681	0.000	0.998	0.328	0.140	0.040	1.000	0.943	0.306	0.462	0.167	0.142	0.104	0.287	0.355	0.351	0.359	0.839	0.839	0.331	0.435	0.095	1.000	0.086	0.074	0.342	0.698	0.080
tmax	0.131	0.057	0.059	0.090	0.085	0.077	0.050	0.087	0.108	0.050	0.051	0.097	0.050	0.071	0.049	0.121	0.278	0.663	0.108	0.077	0.172	0.036	0.667	0.223	0.313	0.076	0.010	-0.067	0.229	0.083	0.085	0.493	0.067	0.852	0.086	1.000	0.765	0.054	0.094	0.559
tmin	0.077	0.036	0.041	0.038	0.073	0.073	0.021	0.073	0.082	0.046	0.047	0.047	0.021	0.077	0.046	0.109	0.364	0.417	0.082	0.073	0.312	0.038	0.652	0.291	0.339	0.226	0.154	-0.119	0.167	0.070	0.073	0.491	0.028	0.857	0.074	0.765	1.000	-0.166	0.045	0.685
tpm	0.068	0.126	0.290	0.116	0.325	0.257	0.183	0.325	0.456	0.253	0.259	0.110	0.183	0.082	0.254	0.108	-0.256	0.223	0.456	0.257	-0.680	0.278	-0.160	-0.163	-0.066	-0.853	-0.773	0.119	0.144	0.379	0.325	0.087	-0.194	-0.179	0.342	0.054	-0.166	1.000	0.100	-0.069
venta_total_neto	0.000	0.292	0.443	0.996	0.559	0.526	0.360	0.558	0.787	0.490	0.493	0.987	0.360	0.037	0.491	0.316	0.054	0.045	0.787	0.526	-0.169	0.383	0.118	0.036	0.033	-0.140	-0.044	0.072	0.105	0.665	0.559	0.095	0.227	0.118	0.698	0.094	0.045	0.100	1.000	0.162
wspd	0.136	0.033	0.063	0.158	0.089	0.079	0.039	0.090	0.108	0.055	0.056	0.158	0.039	0.043	0.054	0.112	0.481	0.381	0.108	0.079	0.153	0.056	0.618	0.395	0.370	-0.014	-0.016	0.020	0.273	0.089	0.089	0.743	0.114	0.659	0.080	0.559	0.685	-0.069	0.162	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	codigo_producto2	fecha	stock_disponible_total	cantidad	venta_total_neto	costo_total	id_tipo_factura2	descripcion_tipo_factura2	numero_documento2	cuenta_clave2	centro_costo_cuenta_clave2	grado2	canal2	canal_sap2	status	status_2	estimado	clase_sop2	descripcion_producto2	clasificacion2	linea2	categoria2	marca2	categoria_22	codigo_activo2	tipo_mat2	clase_sop22	clas_sop32	cyber_monday	ee_comercio	icc	imacec_comercio	imacec_general	imacec_no_minero	imce_comercio	imce_general	ine_alimentos	ine_supermercados	tpm	pib	tavg	tmin	tmax	wspd
0	A183	2021-02-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	C1	D1	I18	J18	K25	L3	M5	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	7445.215981	30.1395	110.334255	93.924302	95.273880	58.404558	55.721718	101.268521	101.886082	0.50	17172.917954	17.7	12.9	22.8	6.0
1	A183	2021-09-28	475624000.0	28580000.0	1.077466e+21	2.958516e+20	B24	C1	D204015	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10189.885901	38.7632	112.862324	104.610354	106.851978	61.214953	60.679626	123.042606	120.763251	2.00	16514.040513	17.0	7.9	26.7	3.1
2	A183	2021-09-28	475624000.0	28710000.0	1.082367e+21	2.971973e+20	B24	C1	D204016	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10189.885901	38.7632	112.862324	104.610354	106.851978	61.214953	60.679626	123.042606	120.763251	2.00	16514.040513	17.0	7.9	26.7	3.1
3	A183	2021-10-01	525718000.0	28590000.0	9.720600e+20	4.147657e+20	B24	C1	D204058	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	13.2	6.4	21.1	4.1
4	A183	2021-10-01	525718000.0	28660000.0	9.744400e+20	4.157812e+20	B24	C1	D204060	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	13.2	6.4	21.1	4.1
5	A183	2021-10-06	446090000.0	28630000.0	9.161600e+20	4.153460e+20	B24	C1	D204062	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	1.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	15.6	7.1	25.0	2.9
6	A183	2021-10-06	446090000.0	28180000.0	9.017600e+20	4.088177e+20	B24	C1	D204071	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	1.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	15.6	7.1	25.0	2.9
7	A183	2021-10-08	477361000.0	28830000.0	9.225600e+20	4.182475e+20	B24	C1	D204051	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	11.5	8.9	15.5	5.0
8	A183	2021-10-08	477361000.0	29200000.0	9.344000e+20	4.236152e+20	B24	C1	D204052	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	11.5	8.9	15.5	5.0
9	A183	2021-10-12	392507000.0	29210000.0	9.347200e+20	4.237603e+20	B24	C1	D204050	I4	J4	K25	L2	M7	ACTIVO	ACTIVO	NO	I1	A33	B1	C1	D1	E1	F1	G29	H1	NaN	NaN	0.0	10153.752369	36.3435	117.233860	109.111897	111.090960	57.971014	58.203213	126.271533	126.541086	2.25	18977.031079	12.8	9.3	16.7	5.6

	codigo_producto2	fecha	stock_disponible_total	cantidad	venta_total_neto	costo_total	id_tipo_factura2	descripcion_tipo_factura2	numero_documento2	cuenta_clave2	centro_costo_cuenta_clave2	grado2	canal2	canal_sap2	status	status_2	estimado	clase_sop2	descripcion_producto2	clasificacion2	linea2	categoria2	marca2	categoria_22	codigo_activo2	tipo_mat2	clase_sop22	clas_sop32	cyber_monday	black_friday	es_festivo	ee_comercio	icc	imacec_comercio	imacec_general	imacec_no_minero	imce_comercio	imce_general	ine_alimentos	ine_supermercados	tpm	pib	tavg	tmin	tmax	wspd
5337	A334	2024-06-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	NaN	NaN	I1	J1	K39	L2	M2	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	0.0	0.0	10390.991765	33.887	103.418725	104.912695	106.853633	51.481481	43.78396	106.419097	102.619019	5.75	16561.768683	9.8	4.9	15.1	0.6
5338	A334	2024-06-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	NaN	NaN	I2	J2	K39	L2	M2	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	0.0	0.0	10390.991765	33.887	103.418725	104.912695	106.853633	51.481481	43.78396	106.419097	102.619019	5.75	16561.768683	9.8	4.9	15.1	0.6
5339	A334	2024-06-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	NaN	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	0.0	0.0	10390.991765	33.887	103.418725	104.912695	106.853633	51.481481	43.78396	106.419097	102.619019	5.75	16561.768683	9.8	4.9	15.1	0.6
5340	A334	2024-06-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	NaN	NaN	I2	J2	K39	L2	M2	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	0.0	0.0	10390.991765	33.887	103.418725	104.912695	106.853633	51.481481	43.78396	106.419097	102.619019	5.75	16561.768683	9.8	4.9	15.1	0.6
5341	A334	2024-06-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	NaN	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	0.0	0.0	10390.991765	33.887	103.418725	104.912695	106.853633	51.481481	43.78396	106.419097	102.619019	5.75	16561.768683	9.8	4.9	15.1	0.6
5342	A334	2024-06-01	0.0	0.0	0.000000e+00	0.000000e+00	B1	NaN	NaN	I2	J2	K39	L2	M2	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	0.0	0.0	10390.991765	33.887	103.418725	104.912695	106.853633	51.481481	43.78396	106.419097	102.619019	5.75	16561.768683	9.8	4.9	15.1	0.6
5343	A361	2024-06-05	0.0	3000000.0	4.131000e+20	5.050473e+20	B1	C2	D265771	I18	J18	K50	L3	M5	ACTIVO	ACTIVO	NO	I6	A143	B1	C2	D6	E6	F11	G133	H2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5344	A334	2024-06-05	0.0	200000.0	2.256000e+19	1.561253e+19	B1	C2	D265012	I1	J1	K39	L2	M2	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5345	A334	2024-06-12	10539000.0	200000.0	2.256000e+19	1.561253e+19	B1	C2	D264339	I1	J1	K39	L2	M2	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5346	A362	2024-06-19	0.0	2980000.0	3.278000e+20	3.680744e+20	B1	C2	D265772	I18	J18	K50	L3	M5	ACTIVO	ACTIVO	NO	I6	A144	B1	C2	D6	E6	F11	G134	H2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Duplicate rows

Most frequently occurring

	codigo_producto2	fecha	id_tipo_factura2	descripcion_tipo_factura2	numero_documento2	cuenta_clave2	centro_costo_cuenta_clave2	grado2	canal2	canal_sap2	status	status_2	estimado	clase_sop2	descripcion_producto2	clasificacion2	linea2	categoria2	marca2	categoria_22	codigo_activo2	tipo_mat2	clase_sop22	clas_sop32	es_festivo	ee_comercio	icc	imacec_comercio	imacec_general	imacec_no_minero	imce_comercio	imce_general	ine_alimentos	ine_supermercados	tpm	pib	tavg	tmin	tmax	wspd	# duplicates
77	A334	2023-03-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	12175.836870	31.260300	123.055246	114.117243	119.519957	44.833333	40.549366	110.650524	106.289051	11.25	18014.820712	16.5	13.9	33.2	3.3	93
85	A334	2023-04-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	10070.527981	29.287837	105.489618	106.902903	111.307252	43.055556	41.401995	107.459541	103.791308	11.25	16584.234266	12.4	11.1	29.4	2.5	93
93	A334	2023-05-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	1.0	10743.046335	28.401400	110.444276	108.001372	112.634418	43.956044	41.355179	102.956966	95.316960	11.25	16584.234266	12.2	4.6	16.6	1.8	93
101	A334	2023-06-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	9811.477166	30.258300	98.979239	105.055006	108.141050	44.565217	39.491844	103.808564	99.132709	11.25	16584.234266	12.7	8.2	18.3	1.4	93
109	A334	2023-07-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	10162.290103	30.313400	100.679784	102.355933	104.662355	46.415771	41.051467	108.383240	101.985413	10.50	16569.308006	11.0	4.2	19.1	1.3	93
117	A334	2023-08-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	11169.791454	28.977900	105.194886	107.040298	110.149319	46.557971	43.193503	104.750214	97.705323	9.25	16569.308006	12.9	5.8	21.8	1.1	93
125	A334	2023-09-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	10698.386104	31.024500	99.322139	104.960454	106.491773	47.286822	43.375785	109.869264	103.300242	8.75	16569.308006	12.4	10.3	14.8	1.5	93
133	A334	2023-10-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	11406.975520	33.116400	101.734663	108.096280	110.474347	45.604396	43.914509	105.285125	101.222848	8.75	18530.780561	12.7	8.5	18.8	4.3	93
141	A334	2023-11-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	1.0	11701.733919	33.836500	104.127872	112.053880	115.550725	44.767442	42.660888	102.006596	95.705167	8.25	18530.780561	11.9	9.4	15.9	2.8	93
149	A334	2023-12-01	B1	C1	NaN	I1	J1	K39	L1	M1	ACTIVO	ACTIVO	OK	I13	A384	B2	C9	D21	E10	F41	G361	H3	J3	K1	0.0	12359.998738	29.709400	127.096272	117.385659	121.110063	46.481481	35.678785	125.748136	125.978437	8.50	18530.780561	16.4	11.2	23.1	5.7	93

Overview

Variables

Common Values

Length

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(unknown)

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Common Values

Length

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(unknown)

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(unknown)

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Most frequent character per block

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Common Values

Length

Common Values (Plot)

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

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Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

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Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

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Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category